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Paper Citation Record · LEDGER

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs

As of 21 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2602.16512.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2602.16512 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:33:37.844723Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved29
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f15a8905-8872-441a-87bc-7f2580dfc07f · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 1

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no resolver link, observed 2026-08-02T22:33:33.861750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:33.861750Z digest=sha256:ea4cb4297de2e412ed43725da8f52d101e441e1d2bda8541c15dcc0937e855e8

Observation b577497a-f821-401f-b5ab-99a0496cfbc5 · outbound

This paper cites Optuna: A next-generation hyperparameter optimization framework.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Optuna: A next-generation hyperparameter optimization framework

Reference 2

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source=arxiv_source observed=2026-08-02T22:33:33.961712Z digest=sha256:041830c7353201a24960164d6a717e236e5d13945eaa97d27afe33243e55cb2f

Observation 67f3223e-897a-436f-9fa7-97aeefcc6acb · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Graph of thoughts: Solving elaborate problems with large language models

Reference 3

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source=arxiv_source observed=2026-08-02T22:33:34.096210Z digest=sha256:ddee6a11b9849c128375c96ea8a9ec0771e8649dd254c25938321e13f30c34c9

Observation b15a115a-34fc-487b-bdc1-9f9492723db5 · outbound

This paper cites u rgen M \.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs u rgen M \

Reference 4

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source=arxiv_source observed=2026-08-02T22:33:34.284153Z digest=sha256:be4412e2b4ff13e9150ddff537ec400f5223bd732b2c081014b1f7157a199c86

Observation 1ffd052d-2e26-4db3-af79-49bbabbb687b · outbound

This paper cites Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Reference 5

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source=arxiv_source observed=2026-08-02T22:33:34.383148Z digest=sha256:4f231b06772199acdb73d2c975fb165c11f8129c76bf6f6130c740300eadde11

Observation fdbc7f3c-a346-4098-a1b4-4df340a756f3 · outbound

This paper cites Probabilistic tree-of-thought reasoning for answering knowledge-intensive complex questions.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Probabilistic tree-of-thought reasoning for answering knowledge-intensive complex questions

Reference 6

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source=arxiv_source observed=2026-08-02T22:33:34.492774Z digest=sha256:bb8ab44fdd11ee9ebfbe13cdb2e2abcb23d0861a87d653f9deec51a3e0be360a

Observation 96c697bc-5bb8-4d1b-b8b8-cc31629cb43e · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Training Verifiers to Solve Math Word Problems

Reference 7

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source=arxiv_source observed=2026-08-02T22:33:34.601006Z digest=sha256:297a1df0889adbb1de5f765600fc01e3f179f593406302a06f97423936a3cac6

Observation 3eae91cd-fa13-4f1d-889b-cbff400ae67e · outbound

This paper cites a rli, Ekin Aky \.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs a rli, Ekin Aky \

Reference 8

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source=arxiv_source observed=2026-08-02T22:33:34.738713Z digest=sha256:ac81047e67bd0357a14d6e9a24a17df47c1df327eed1e98ea3da2423038d9b0f

Observation 8f8432c3-9bb4-4400-b657-f37727b1db5b · outbound

This paper cites Langchain.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Langchain

Reference 9

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source=arxiv_source observed=2026-08-02T22:33:34.862609Z digest=sha256:aaf391b4f64cbc0081074c8e6c5dc6c994fa32c3bfea1914b117dc6ca246539c

Observation c4b37798-f426-4010-9dd8-3dd18c7a0d55 · outbound

This paper cites Langgraph.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Langgraph

Reference 10

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no resolver link, observed 2026-08-02T22:33:35.038580Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:35.038580Z digest=sha256:5c23c03420e361633f2ed4cecf44346fb81bad3da92af236ee2cd547b8a8de14

Observation 9ca9aa0d-af4b-4f48-a16e-10d68abb5adb · outbound

This paper cites Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts

Reference 11

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source=arxiv_source observed=2026-08-02T22:33:35.136908Z digest=sha256:981f7518435f4e9047debfc873eefb0cdffc4f81292f6c58070fbf83b3cda715

Observation bc33fe29-33c3-4679-adde-a7df73ab25e0 · outbound

This paper cites Decomposed prompting: A modular approach for solving complex tasks.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Decomposed prompting: A modular approach for solving complex tasks

Reference 12

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source=arxiv_source observed=2026-08-02T22:33:35.261835Z digest=sha256:1ecaa93b68548da7b3523159cdf5e70244ad3c308071ea6f82f5accc234dc0ee

Observation faa288b4-317f-4409-9dc8-527cf536e977 · outbound

This paper cites Large language models are zero-shot reasoners.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Large language models are zero-shot reasoners

Reference 13

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no resolver link, observed 2026-08-02T22:33:35.396352Z

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source=arxiv_source observed=2026-08-02T22:33:35.396352Z digest=sha256:421aef2ceb96b617d2ef6de08b127347bf8c3eeeb047f6ab88a9b5d774a855a4

Observation c7366e42-dea8-46b6-ac26-0cfca80d74fb · outbound

This paper cites Skeleton-of-thought: Prompting LLM s for efficient parallel generation.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Skeleton-of-thought: Prompting LLM s for efficient parallel generation

Reference 14

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source=arxiv_source observed=2026-08-02T22:33:35.513713Z digest=sha256:0d0b4e608dad980e5b97bc77d9baefdbefe960e31b154f27991602ce8b1ea0fc

Observation 359e2ced-fb7d-4818-ae60-ee3f932484bb · outbound

This paper cites Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Reference 15

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source=arxiv_source observed=2026-08-02T22:33:35.700351Z digest=sha256:f4919ffe08d1848d7f78e57fdf3be3b2a5e243a4ecadc8672f3117d543ef45d8

Observation e8b9767d-70d6-4900-8f77-409bba6480cf · outbound

This paper cites The art of SOCRATIC QUESTIONING : Recursive thinking with large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs The art of SOCRATIC QUESTIONING : Recursive thinking with large language models

Reference 16

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source=arxiv_source observed=2026-08-02T22:33:35.844070Z digest=sha256:19d74bd2f1533ad8f2798a3430c4db68f736009c16e1ab2ecc426a848ab44d79

Observation 11bf0394-7d84-41f5-be05-bfff36dc2ab8 · outbound

This paper cites \ ALFW \ orld: Aligning text and embodied environments for interactive learning.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs \ ALFW \ orld: Aligning text and embodied environments for interactive learning

Reference 17

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source=arxiv_source observed=2026-08-02T22:33:35.988904Z digest=sha256:d68daee23d791885b2db918da2f33db8333b0e6954e8298b8bb7d7ac511f62bf

Observation 6221b326-00ca-4520-86c8-4a4704b9a21b · outbound

This paper cites M u S i Q ue: Multihop questions via single-hop question composition.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs M u S i Q ue: Multihop questions via single-hop question composition

Reference 18

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no resolver link, observed 2026-08-02T22:33:36.165122Z

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source=arxiv_source observed=2026-08-02T22:33:36.165122Z digest=sha256:3d9e88e53079194cecf7b7bb137e6762f6331e069c7d4d86a5cf0674d64824e9

Observation 82c00870-b5d6-497b-8028-b311cdbebeb6 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 19

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source=arxiv_source observed=2026-08-02T22:33:36.305489Z digest=sha256:904dd17d84e97942191ab16ed23ec26207bedca234d6d4fae603f07f73295dd9

Observation 4828f49b-82d1-4346-8578-ec5ede5cfa91 · outbound

This paper cites Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance

Reference 20

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source=arxiv_source observed=2026-08-02T22:33:36.440761Z digest=sha256:024027f16eac95f868197f75c60e15e7cb90eab5568374020af66e2d4557502d

Observation 4dc5dcf6-c036-47ea-ac0d-67b79bf91f65 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Chain-of-thought prompting elicits reasoning in large language models

Reference 21

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source=arxiv_source observed=2026-08-02T22:33:36.614630Z digest=sha256:cd8c49de60c0d2498550ed648f41bd79e84c939613396dedb11bfff54b03373c

Observation f276f7e8-a93e-4a15-90ef-1df84a526e79 · outbound

This paper cites Decompose, analyze and rethink: Solving intricate problems with human-like reasoning cycle.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Decompose, analyze and rethink: Solving intricate problems with human-like reasoning cycle

Reference 22

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source=arxiv_source observed=2026-08-02T22:33:36.781553Z digest=sha256:b71deb0e2d7b478f23eb56bd1f418d3569fbe1454ee23afbf9ebf423de190d25

Observation 425eea8a-32bb-4121-976a-34110d598e25 · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-02T22:33:36.937844Z

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source=arxiv_source observed=2026-08-02T22:33:36.937844Z digest=sha256:dad754320a4fe329420934755f9b1cc53ae00609d1436f998e8307bae3e2441f

Observation f85ce386-ceab-4356-bb29-f6ab24af090e · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Tree of thoughts: Deliberate problem solving with large language models

Reference 24

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no resolver link, observed 2026-08-02T22:33:37.062998Z

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source=arxiv_source observed=2026-08-02T22:33:37.062998Z digest=sha256:c402afaccca15821e81b58cbbbdd0bbe9a1e1bfb2b6317ad349fd53e124fc9e8

Observation 43db1421-4357-472f-a9c3-6306e100373f · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 25

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source=arxiv_source observed=2026-08-02T22:33:37.166680Z digest=sha256:425ea3670ddf2e016ba8b2c3c8cd7534fa4f1e270dc5e2bd116fdf4b44f769e0

Observation cdde50b1-5695-4c9a-9cfe-d7b803603b32 · outbound

This paper cites Chi, Denny Zhou, Swaroop Mishra, and Steven Zheng.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Chi, Denny Zhou, Swaroop Mishra, and Steven Zheng

Reference 26

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source=arxiv_source observed=2026-08-02T22:33:37.320902Z digest=sha256:ae9c2e8cea667a08931adf9c01980b196ba7159b12335ddf7e196110dd3c8ca1

Observation 69ca7e38-6f77-49f7-9973-a5da0a9ad04a · outbound

This paper cites @esa (Ref.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs @esa (Ref

Reference 27

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no resolver link, observed 2026-08-02T22:33:37.492216Z

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source=arxiv_source observed=2026-08-02T22:33:37.492216Z digest=sha256:c89b5801bd13de579cd70e9023c88c0f1f508ddd200a4a9039d5d3dc74f3cecb

Observation df78a43b-b528-4a5f-a20b-b73061eceffe · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-02T22:33:37.660746Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:37.660746Z digest=sha256:ad6f68951ebbc6a43543f0a6057de5ff8f7ba9e14002611c088b144d373b0cea

Observation 79f53e8a-d326-41c3-8c93-46e217704391 · outbound

This paper cites an unresolved cited work.

Framework of Thoughts: A Foundation Framework for Dynamic and Optimized Reasoning based on Chains, Trees, and Graphs Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-02T22:33:37.844723Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:33:37.844723Z digest=sha256:2f716993126a7398cf7ad3e80ce6a5aa390e15c0dde2603c59d99ed7593e3b8e

Pith citing papers

No inbound Pith citation observations are available.